[FreeCoursesOnline.Me] PacktPub -Mathematics for Data Science and Machine Learning using R [Video]

• [FreeCoursesOnline.Me] PacktPub -Mathematics for Data Science and Machine Learning using R [Video]
• 0. Websites you may like/How you can help Team-FTU.txt 237 B
• 1.Introduction/01.Intro.mp4 12.2 MB
• 2.Overview of R/02.Introduction.mp4 11 MB
• 2.Overview of R/03.Overview of R Workspace & Basic Commands.mp4 357.1 MB
• 2.Overview of R/04.LAB 1 Intro.mp4 26.7 MB
• 2.Overview of R/05.LAB 1 Solution.mp4 195.6 MB
• 3.Linear Algebra/06.Scalars Vectors and Matrices.mp4 91.6 MB
• 3.Linear Algebra/07.Application Scalars Vectors and Matrices.mp4 92.6 MB
• 3.Linear Algebra/08.LAB 1 Intro Scalars Vectors and Matrices.mp4 5.2 MB
• 3.Linear Algebra/09.LAB 1 Solution Scalars Vectors and Matrices.mp4 68.2 MB
• 3.Linear Algebra/10.Vector Operations.mp4 32 MB
• 3.Linear Algebra/11.Application Vector Operations.mp4 131.7 MB
• 3.Linear Algebra/12.LAB 2 Intro Vector Operations.mp4 5.7 MB
• 3.Linear Algebra/13.LAB 2 Solution Vector Operations.mp4 68.2 MB
• 3.Linear Algebra/14.Matrix Operations Addition Subtraction Multiplication.mp4 48.6 MB
• 3.Linear Algebra/15.Application Matrix Operations Addition Subtraction Multiplication.mp4 53.5 MB
• 3.Linear Algebra/16.LAB 3 Intro Matrix Operations Addition Subtraction Multiplication.mp4 3.6 MB
• 3.Linear Algebra/17.LAB 3 Solution Matrix Operations Addition Subtraction Multiplication.mp4 21.1 MB
• 3.Linear Algebra/18.Matrix Operations Transposes and Inverses.mp4 31.9 MB
• 3.Linear Algebra/19.Application Matrix Operations Transposes and Inverses.mp4 60.6 MB
• 3.Linear Algebra/20.LAB 4 Intro Matrix Operations Transposes and Inverses.mp4 2.7 MB
• 3.Linear Algebra/21.LAB 4 Solution Matrix Operations Transposes and Inverses.mp4 16.5 MB
• 3.Linear Algebra/22.What is Linear Regression.mp4 44.5 MB
• 3.Linear Algebra/23.Application What is Linear Regression.mp4 175.5 MB
• 3.Linear Algebra/24.LAB 5 Intro What is Linear Regression.mp4 10.8 MB
• 3.Linear Algebra/25.Lab 5 Solution What is Linear Regression.mp4 61 MB
• 3.Linear Algebra/26.Matrix Representation of Linear Regression.mp4 20.7 MB
• 3.Linear Algebra/27.Application Matrix Representation of Linear Regression.mp4 78 MB
• 3.Linear Algebra/28.Lab 6 Intro Matrix Representation of Linear Regression.mp4 11.8 MB
• 3.Linear Algebra/29.Lab 6 Solution Matrix Representation of Linear Regression.mp4 57.1 MB
• 4.Section Calculus/30.Functions and Tangent Lines.mp4 134.9 MB
• 4.Section Calculus/31.Application Functions and Tangent Lines.mp4 61.6 MB
• 4.Section Calculus/32.Lab 1 Intro Functions and Tangent Lines.mp4 4.2 MB
• 4.Section Calculus/33.Lab 1 Solution Functions and Tangent Lines.mp4 45.1 MB
• 4.Section Calculus/34.Derivatives.mp4 28.5 MB
• 4.Section Calculus/35.Application Derivatives.mp4 107.8 MB
• 4.Section Calculus/36.Lab 2 Intro Derivatives.mp4 6.9 MB
• 4.Section Calculus/37.Lab 2 Solution Derivatives.mp4 83.5 MB
• 4.Section Calculus/38.Optimization Using Derivatives Single Variable Functions.mp4 41.3 MB
• 4.Section Calculus/39.Application Optimization Using Derivatives Single Variable.mp4 52.9 MB
• 4.Section Calculus/40.Intro Optimization Using Derivatives Single Variable Function.mp4 4.5 MB
• 4.Section Calculus/41.Lab 3 Solution Optimization Using Derivatives Single Variable Function.mp4 50.9 MB
• 4.Section Calculus/42.Optimization Using Derivatives Two Variable Functions.mp4 40.2 MB
• 4.Section Calculus/43.Application Optimization Using Derivatives Two Variable Function.mp4 82.8 MB
• 4.Section Calculus/44.Lab 4 Intro Optimization Using Derivatives Two Variable Functions.mp4 7.8 MB
• 4.Section Calculus/45.Lab 4 Solution Optimization Using Derivatives Two Variable Function.mp4 25 MB
• 4.Section Calculus/46.Linear Regression the Calculus Optimization Perspective.mp4 61.6 MB
• 4.Section Calculus/47.Application Linear Regression the Calculus Optimization Perspective.mp4 35.9 MB
• 4.Section Calculus/48.Lab 5 Intro Linear Regression the Calculus Optimization Perspective.mp4 9.3 MB
• 4.Section Calculus/49.Lab 5 Solution Linear Regression the Calculus Optimization Perspective.mp4 32.9 MB
• 5.Tying it All Together Vector Calculus/50.Orthogonal Vectors and Linear Independence.mp4 110.4 MB
• 5.Tying it All Together Vector Calculus/51.Application Orthogonal Vectors and Linear Independence.mp4 28.8 MB
• 5.Tying it All Together Vector Calculus/52.Lab 1 Intro Orthogonal Vectors and Linear Independence.mp4 9.2 MB
• 5.Tying it All Together Vector Calculus/53.Lab 1 Solution Orthogonal Vectors and Linear Independence.mp4 28.9 MB
• 5.Tying it All Together Vector Calculus/54.Eigenvectors and Eigenvalues.mp4 40.4 MB
• 5.Tying it All Together Vector Calculus/55.Application Eigenvectors and Eigenvalues.mp4 260 MB
• 5.Tying it All Together Vector Calculus/56.Lab 2 Intro Eigenvectors and Eigenvalues.mp4 1.9 MB
• 5.Tying it All Together Vector Calculus/57.Lab 2 Solution Eigenvectors and Eigenvalues.mp4 70.3 MB
• 5.Tying it All Together Vector Calculus/58.Vectors Gradient Descent.mp4 106.1 MB
• 5.Tying it All Together Vector Calculus/59.Application Vectors Gradient Descent.mp4 167 MB
• 5.Tying it All Together Vector Calculus/60.Lab 3 Intro Vectors Gradient Descent.mp4 12.5 MB
• 5.Tying it All Together Vector Calculus/61.Lab 3 Solution Vectors Gradient Descent.mp4 27.5 MB
• 5.Tying it All Together Vector Calculus/62.Linear Regression the Gradient Descent Perspective.mp4 43.3 MB
• 5.Tying it All Together Vector Calculus/63.Application Linear Regression the Gradient Descent Perspective.mp4 35.9 MB
• 5.Tying it All Together Vector Calculus/64.Lab 4 Intro Linear Regression the Gradient Descent Perspective.mp4 12.4 MB
• 5.Tying it All Together Vector Calculus/65.Lab 4 Solution Linear Regression the Gradient Descent Perspective.mp4 96.7 MB
• Exercise Files/code_9781839210945.zip 118.8 MB

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